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Author:Liu, Haoyang 

Discussion Paper
Did Dealers Fail to Make Markets during the Pandemic?

In March 2020, as the COVID-19 pandemic disrupted a range of financial markets, the ability of dealers to maintain liquid conditions in these markets was questioned. Reflecting these concerns, authorities took numerous steps, including providing regulatory relief to dealers. In this post, we examine liquidity provision by dealers in several financial markets during the pandemic: how much was provided, possible causes of any shortfalls, and the effects of the Federal Reserve’s actions.
Liberty Street Economics , Paper 20210324

Discussion Paper
Where Have the Paycheck Protection Loans Gone So Far?

The Paycheck Protection Program (PPP) is a central piece of the CARES Act. In the program’s first round, $349 billion in forgivable government-guaranteed loans were extended to small businesses to cover costs related to payroll and utilities, as well as mortgage and rent payments. The program opened for applications on April 3 and was oversubscribed by April 16. Because of its popularity, lawmakers passed a new bill replenishing the fund with another $310 billion and the Small Business Administration (SBA) started approving loans again on April 27. With a new round of PPP lending underway, ...
Liberty Street Economics , Paper 20200506

Discussion Paper
The Housing Boom and the Decline in Mortgage Rates

During the pandemic, national home values and housing activity soared as mortgage rates declined to historic lows. Under the canonical “user cost” house price model, home values are held to be very sensitive to interest rates, especially at low interest rate levels. A calibration of this model can account for the house price boom with the observed decline in interest rates. But empirically, we find that home values are nowhere near as sensitive to interest rates as the user cost model predicts. This lower sensitivity is also found in prior economic research. Thus, the historical ...
Liberty Street Economics , Paper 20210907

Working Paper
Relieving Financial Distress Increases Voter Turnout: Evidence from the Mortgage Market

Borrowers who refinanced mortgages between 2009 and 2012, a period marked by mortgage distress and dislocated housing markets, but also falling interest rates, were more likely to vote in the 2012 general election than similar borrowers who did not refinance. We exploit an eligibility cutoff in the Home Affordable Refinance Program (HARP) to identify a causal relationship. Consistent with the resource model of voting, the effect of refinancing on turnout is strongest among borrowers with lower incomes and larger debt service reductions. Our findings shed new light on an important channel ...
Working Papers , Paper 2517

Working Paper
Villains or Scapegoats? The Role of Subprime Borrowers in Driving the U.S. Housing Boom

An expansion in mortgage credit to subprime borrowers is widely believed to have been a principal driver of the 2002?06 U.S. house price boom. Contrary to this belief, we show that the house price and subprime booms occurred in different places. Counties with the largest home price appreciation between 2002 and 2006 had the largest declines in the share of purchase mortgages to subprime borrowers. We also document that the expansion in speculative mortgage products and underwriting fraud was not concentrated among subprime borrowers.
FRB Atlanta Working Paper , Paper 2018-10

Discussion Paper
Who Has Been Evicted and Why?

More than two million American households are at risk of eviction every year. Evictions have been found to cause prolonged homelessness, worsened health conditions, and lack of credit access. During the COVID-19 outbreak, governments at all levels implemented eviction moratoriums to keep renters in their homes. As these moratoriums and enhanced income supports for unemployed workers come to an end, the possibility of a wave of evictions in the second half of the year is drawing increased attention. Despite the importance of evictions and related policies, very few economic studies have been ...
Liberty Street Economics , Paper 20200708b

Discussion Paper
Optimists and Pessimists in the Housing Market

Given momentum in house prices over business cycles, research on consumer beliefs since the financial crisis has honed in on the potential importance of extrapolative beliefs?myopically assuming trends in asset prices will continue. Extrapolation is frequently cited as a central reason for excessively optimistic expectations about future asset prices, featuring prominently, for example, in the irrational exuberance narrative of Shiller. Other influential work since the Great Recession has emphasized the outsized role that extrapolative optimists can have in bubble formation. In this post, we ...
Liberty Street Economics , Paper 20191016

Report
Defragmenting Markets: Evidence from Agency MBS

Agency mortgage-backed securities (MBS) issued by Fannie Mae and Freddie Mac have historically traded in separate forward markets. We study the consequences of this fragmentation, showing that market liquidity endogenously concentrated in Fannie Mae MBS, leading to higher issuance and trading volume, lower transaction costs, higher security prices, and a lower primary market cost of capital for Fannie Mae. We then analyze a change in market design—the Single Security Initiative—which consolidated Fannie Mae and Freddie Mac MBS trading into a single market in June 2019. We find that ...
Staff Reports , Paper 965

Working Paper
Villains or Scapegoats? The Role of Subprime Borrowers in Driving the U.S. Housing Boom

An expansion in mortgage credit to subprime borrowers is widely believed to have been a principal driver of the 2002–2006 U.S. house price boom. By contrast, this paper documents a robust, negative correlation between the growth in the share of purchase mortgages to subprime borrowers and house price appreciation at the county-level during this time. Using two different instrumental variables approaches, we also establish causal evidence that house price appreciation lowered the share of purchase loans to subprime borrowers. Further analysis using micro-level credit bureau data shows that ...
Working Papers , Paper 2013

Report
The Federal Reserve’s Market Functioning Purchases

In March 2020, massive customer selling of U.S. Treasury securities and agency mortgage-backed securities (MBS) triggered by the COVID-19 pandemic overwhelmed dealers’ capacity to intermediate trades, contributing to a marked deterioration of market functioning. The Federal Reserve promptly took numerous steps to address the market disruptions, including the initiation of market functioning purchases of Treasury securities and agency MBS. Purchases quickly expanded to over $100 billion per day as the Fed announced plans to buy securities “in the amounts needed” to support market ...
Staff Reports , Paper 998

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